{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TimeSeries Deep Encoder\n",
    "This notebook walks through how to use Darts' `TiDEModel` and benchmarks it against `NHiTSModel`.\n",
    "\n",
    "TiDE (Time-series Dense Encoder) is a pure DL encoder-decoder architecture. It is special in that the temporal decoder can help mitigate the effects of anomalous samples on a forecast (Fig. 4 in the paper).\n",
    "\n",
    "See the original paper and model description here: [http://arxiv.org/abs/2304.08424](http://arxiv.org/abs/2304.08424)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import shutil\n",
    "\n",
    "from darts.models import NHiTSModel, TiDEModel\n",
    "from darts.datasets import AusBeerDataset\n",
    "from darts.dataprocessing.transformers.scaler import Scaler\n",
    "from pytorch_lightning.callbacks.early_stopping import EarlyStopping\n",
    "from darts.metrics import mae, mse\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Parameter Setup\n",
    "Boilerplate code is no fun, especially in the context of training multiple models to compare performance. To avoid this, we use a common configuration that can be used with any Darts `TorchForecastingModel`.\n",
    "\n",
    "A few interesting things about these parameters:\n",
    "\n",
    "- **Gradient clipping:** Mitigates exploding gradients during backpropagation by setting an upper limit on the gradient for a batch.\n",
    "\n",
    "- **Learning rate:** The majority of the learning done by a model is in the earlier epochs. As training goes on it is often helpful to reduce the learning rate to fine-tune the model. That being said, it can also lead to significant overfitting.\n",
    "\n",
    "- **Early stopping:** To avoid overfitting, we can use early stopping. It monitors a metric on the validation set and stops training once the metric is not improving anymore based on a custom condition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer_kwargs = {\n",
    "    \"lr\": 1e-3,\n",
    "}\n",
    "\n",
    "# PyTorch Lightning Trainer arguments\n",
    "pl_trainer_kwargs = {\n",
    "    \"gradient_clip_val\": 1,\n",
    "    \"max_epochs\": 200,\n",
    "    \"accelerator\": \"auto\",\n",
    "    \"callbacks\": [],\n",
    "}\n",
    "\n",
    "# learning rate scheduler\n",
    "lr_scheduler_cls = torch.optim.lr_scheduler.ExponentialLR\n",
    "lr_scheduler_kwargs = {\n",
    "    \"gamma\": 0.999,\n",
    "}\n",
    "\n",
    "# early stopping (needs to be reset for each model later on)\n",
    "# this setting stops training once the the validation loss has not decreased by more than 1e-3 for 10 epochs\n",
    "early_stopping_args = {\n",
    "    \"monitor\": \"val_loss\",\n",
    "    \"patience\": 10,\n",
    "    \"min_delta\": 1e-3,\n",
    "    \"mode\": \"min\",\n",
    "}\n",
    "\n",
    "#\n",
    "common_model_args = {\n",
    "    \"input_chunk_length\": 12,  # lookback window\n",
    "    \"output_chunk_length\": 12,  # forecast/lookahead window\n",
    "    \"optimizer_kwargs\": optimizer_kwargs,\n",
    "    \"pl_trainer_kwargs\": pl_trainer_kwargs,\n",
    "    \"lr_scheduler_cls\": lr_scheduler_cls,\n",
    "    \"lr_scheduler_kwargs\": lr_scheduler_kwargs,\n",
    "    \"likelihood\": None,  # use a likelihood for probabilistic forecasts\n",
    "    \"save_checkpoints\": True,  # checkpoint to retrieve the best performing model state,\n",
    "    \"force_reset\": True,\n",
    "    \"batch_size\": 256,\n",
    "    \"random_state\": 42,\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Loading and preparation\n",
    "We consider the Australian quarterly beer sales in megaliters. \n",
    "\n",
    "Before training, we split the data into train, validation, and test sets. The model will learn from the train set, use the validation set to determine when to stop training, and finally be evaluated on the test set.\n",
    "\n",
    "To avoid leaking information from the validation and test sets, we scale the data based on the properties of the train set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "series = AusBeerDataset().load()\n",
    "\n",
    "train, temp = series.split_after(0.6)\n",
    "val, test = temp.split_after(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train.plot(label=\"train\")\n",
    "val.plot(label=\"val\")\n",
    "test.plot(label=\"test\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = Scaler()  # default uses sklearn's MinMaxScaler\n",
    "train = scaler.fit_transform(train)\n",
    "val = scaler.transform(val)\n",
    "test = scaler.transform(test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model configuration\n",
    "Using the already established shared arguments, we can see that the default parameters for NHiTS and TiDE are used. The only exception is that TiDE is tested both with and without [Reversible Instance Normalization](https://openreview.net/forum?id=cGDAkQo1C0p).\n",
    "\n",
    "We then iterate through the model dictionary and train all of the models. When using early stopping it is important to save checkpoints. This allows us to continue past the best model configuration and then restore the optimal weights once training has been completed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the models\n",
    "model_nhits = NHiTSModel(**common_model_args, model_name=\"hi\")\n",
    "\n",
    "model_tide = TiDEModel(\n",
    "    **common_model_args, use_reversible_instance_norm=False, model_name=\"tide0\"\n",
    ")\n",
    "\n",
    "model_tide_rin = TiDEModel(\n",
    "    **common_model_args, use_reversible_instance_norm=True, model_name=\"tide1\"\n",
    ")\n",
    "\n",
    "models = {\n",
    "    \"NHiTS\": model_nhits,\n",
    "    \"TiDE\": model_tide,\n",
    "    \"TiDE+RIN\": model_tide_rin,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# train the models and load the model from its best state/checkpoint\n",
    "for name, model in models.items():\n",
    "\n",
    "    # early stopping needs to get reset for each model\n",
    "    pl_trainer_kwargs[\"callbacks\"] = [\n",
    "        EarlyStopping(\n",
    "            **early_stopping_args,\n",
    "        )\n",
    "    ]\n",
    "\n",
    "    model.fit(\n",
    "        series=train,\n",
    "        val_series=val,\n",
    "        verbose=False,\n",
    "    )\n",
    "    # load from checkpoint returns a new model object, we store it in the models dict\n",
    "    models[name] = model.load_from_checkpoint(model_name=model.model_name, best=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f9ad3eabd74a4fdc95225944091325d8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aaa67b9225914d90bf6f6a07e4a39a81",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e59c1ed926154d01acc5f3f4ec30f0a1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we will predict the next `pred_steps` points after the end of `pred_input`\n",
    "pred_steps = common_model_args[\"output_chunk_length\"] * 2\n",
    "pred_input = test[:-pred_steps]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "pred_input.plot(label=\"input\")\n",
    "test[-pred_steps:].plot(label=\"ground truth\", ax=ax)\n",
    "\n",
    "result_accumulator = {}\n",
    "# predict with each model and compute/store the metrics against the test sets\n",
    "for model_name, model in models.items():\n",
    "    pred_series = model.predict(n=pred_steps, series=pred_input)\n",
    "    pred_series.plot(label=model_name, ax=ax)\n",
    "\n",
    "    result_accumulator[model_name] = {\n",
    "        \"mae\": mae(test, pred_series),\n",
    "        \"mse\": mse(test, pred_series),\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Results\n",
    "In this case, vanilla TiDE is similarly accurate as NHiTs. Including reversible instance normalization (`RINorm`) drastically helped to improve the TiDE forecasts (Keep in mind that this is just an example, and it is not always guaranteed to improve performance)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_df = pd.DataFrame.from_dict(result_accumulator, orient=\"index\")\n",
    "results_df.plot.bar()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
